{"id":"W4416938018","doi":"10.1016/j.jtho.2025.08.019","title":"Lung Cancer in the Philippines","year":2025,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002937165,0.0002962891,0.0001613215,0.001262968,0.0008097038,0.0006088588,0.0003971554,0.0003963184,0.002900055],"category_scores_gemma":[0.001168482,0.0002155806,0.0002136805,0.001752851,0.0005282563,0.0005791029,0.001202038,0.0005996193,0.0002493402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001887243,"about_ca_system_score_gemma":0.002572773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1462769,"about_ca_topic_score_gemma":0.1588964,"domain_scores_codex":[0.9997095,0.00008272476,0.00002239093,0.00003097693,0.00003940035,0.0001149281],"domain_scores_gemma":[0.9991572,0.0001032369,0.0002862203,0.00001747924,0.000153991,0.0002818242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000674862,0.00006479929,0.9825744,0.0001128273,0.00003374624,0.00275885,0.00280426,0.0001501005,0.0006232106,0.0002042244,0.001181132,0.009424952],"study_design_scores_gemma":[0.000008475248,0.00008865554,0.9867621,0.00007243249,0.00002271399,0.001522895,0.008725829,0.0001923509,0.00009401015,0.00005905901,0.002442845,0.000008578497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926215,0.001456704,0.00006112692,0.002048632,0.0000267019,0.00001932977,0.0004932497,0.00001603723,0.00325672],"genre_scores_gemma":[0.997664,0.00107554,0.00005060815,0.0002412055,0.00003683374,0.00001453337,0.0001892401,0.000003629958,0.0007244073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1462769,"threshold_uncertainty_score":0.2908509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01934048576642072,"score_gpt":0.4725469026357729,"score_spread":0.4532064168693522,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}